Table REF  presents the comparison with sampling methods, like random sampling of disjoint tuples (rand-disjoint), semi-hard negative mining [1]}, DE-DSP [2]}, distance-weighted sampling [3]}, and smart mining [4]}. It can be seen that LoOp outperforms all methods for all three datasets for both image clustering and retrieval tasks.
